IDC
1 Intoduction
This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.
2 About me
Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.
3 About the project
3.1 How this project comes to life?
First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.
The tools I used are: Python, Polars, and DuckDB
3.2 The process
The process was done in my local machine, and it was as followed.
4 General graphs
4.1 market research indestry’s yearly new recruit count
4.2 idc’s workforce status over the years
5 Workforce sample
5.1 Abou Daher
Job title: Corporate controller
Associated: True
Socials: https://linkedin.com/in/said-abou-daher-5aba4429
5.1.1 Abou Daher’s working period at idc
5.1.2 Gantt plot of Abou Daher’s experience
5.2 Amal Alrefaie
Job title: Owner
Associated: True
Socials: https://linkedin.com/in/amal-alrefaie-352b8728
5.2.1 Amal Alrefaie’s working period at idc
5.2.2 Gantt plot of Amal Alrefaie’s experience
5.3 Blanca Cardenas
Job title: Telemarketing
Associated: False
Socials: https://linkedin.com/in/blanca-cardenas-55049b117
5.3.1 Blanca Cardenas’s working period at idc
5.3.2 Gantt plot of Blanca Cardenas’s experience
5.4 Brainard Baccay
Job title: Senior web designer
Associated: True
Socials: https://linkedin.com/in/brainard-baccay-59489660
5.4.1 Brainard Baccay’s working period at idc
5.4.2 Gantt plot of Brainard Baccay’s experience
5.5 Carey Azzara
Job title: Vice president corporate computing and vertical views
Associated: False
Socials: https://linkedin.com/in/carey-azzara-422a87 | https://twitter.com/carey_azzara | https://linkedin.com/in/careyvazzara
5.5.1 Carey Azzara’s working period at idc
5.5.2 Gantt plot of Carey Azzara’s experience
5.6 Carrie Macgillivray
Job title: Group vice president and global iot lead
Associated: True
Socials: https://linkedin.com/in/carrie-macgillivray-1492433 | https://twitter.com/cmaciot
5.6.1 Carrie Macgillivray’s working period at idc
5.6.2 Gantt plot of Carrie Macgillivray’s experience
5.7 Catherine Wong
Job title: Accounting intermediate title
Associated: True
Socials: https://linkedin.com/in/catherine-wong-4178994b
5.7.1 Catherine Wong’s working period at idc
5.7.2 Gantt plot of Catherine Wong’s experience
5.8 Chris Weston
Job title: Principal, client advisory
Associated: True
Socials: https://linkedin.com/in/chrisjweston | https://twitter.com/chriswestontech | https://linkedin.com/in/chris-weston-9099336
5.8.1 Chris Weston’s working period at idc
5.8.2 Gantt plot of Chris Weston’s experience
5.9 Daniyar Mustafinov
Job title: Market analyst
Associated: True
Socials: https://linkedin.com/in/daniyar-mustafinov-38965010
5.9.1 Daniyar Mustafinov’s working period at idc
5.9.2 Gantt plot of Daniyar Mustafinov’s experience
5.10 Danny Fogsgaard
Job title: Telemarketingmedarbejder
Associated: False
Socials: https://linkedin.com/in/danny-fogsgaard-4412964
5.10.1 Danny Fogsgaard’s working period at idc
5.10.2 Gantt plot of Danny Fogsgaard’s experience
5.11 Eric Kong
Job title: Sales , asia pacific
Associated: True
Socials: https://linkedin.com/in/kongeric | https://facebook.com/erickzq
5.11.1 Eric Kong’s working period at idc
5.11.2 Gantt plot of Eric Kong’s experience
5.12 Gerald Giefing
Job title: Ssm
Associated: True
Socials: https://linkedin.com/in/gerald-giefing-484475
5.12.1 Gerald Giefing’s working period at idc
5.12.2 Gantt plot of Gerald Giefing’s experience
5.13 Gilka Slava
Job title: мðµð½ðµð ð ðµñ ð² idc
Associated: True
Socials: https://linkedin.com/in/gilka-slava-80661a47
5.13.1 Gilka Slava’s working period at idc
5.13.2 Gantt plot of Gilka Slava’s experience
5.14 Guilherme Silva
Job title: Estagiã rio
Associated: False
Socials: https://linkedin.com/in/guilherme-silva-734296173 | https://br.linkedin.com/in/guilherme-silva-734296173 | https://facebook.com/100002342411212
5.14.1 Guilherme Silva’s working period at idc
5.14.2 Gantt plot of Guilherme Silva’s experience
5.15 Himmanshu Chauhaan
Job title: Summer trainee
Associated: False
Socials: https://linkedin.com/in/himmanshu-k-c-chauhaan-0b288725 | https://linkedin.com/in/himmanshu-chauhaan-0b288725
5.15.1 Himmanshu Chauhaan’s working period at idc
5.15.2 Gantt plot of Himmanshu Chauhaan’s experience
5.16 Isadora Ferreira
Job title: Analista de mercado
Associated: False
Socials: https://linkedin.com/in/isadoraferreira | https://br.linkedin.com/in/isadoraferreira
5.16.1 Isadora Ferreira’s working period at idc
5.16.2 Gantt plot of Isadora Ferreira’s experience
5.17 James Monroe
Job title: Owner at idc
Associated: True
Socials: https://linkedin.com/in/james-monroe-bb1844ba
5.17.1 James Monroe’s working period at idc
5.17.2 Gantt plot of James Monroe’s experience
5.18 Jeffery Ddl
Job title: Technician
Associated: True
Socials: https://linkedin.com/in/jeffery-ddl-987000129
5.18.1 Jeffery Ddl’s working period at idc
5.18.2 Gantt plot of Jeffery Ddl’s experience
5.19 Jennifer O’Neill
Job title: Chief executive manager
Associated: True
Socials: https://linkedin.com/in/jennifer-o-neill-2240939
5.19.1 Jennifer O’Neill’s working period at idc
5.19.2 Gantt plot of Jennifer O’Neill’s experience
5.20 Katarzyna Wodzinowska
Job title: Senior key account executive for poland and baltics
Associated: True
Socials: https://linkedin.com/in/katarzynawodzinowska
5.20.1 Katarzyna Wodzinowska’s working period at idc
5.20.2 Gantt plot of Katarzyna Wodzinowska’s experience
5.21 Kay Phirotrat
Job title: Freelance market research analyst
Associated: False
Socials: https://linkedin.com/in/kullaweephirotrat
5.21.1 Kay Phirotrat’s working period at idc
5.21.2 Gantt plot of Kay Phirotrat’s experience
5.22 Keith Ellis
Job title: Chairperson, board of directors
Associated: True
Socials: https://linkedin.com/in/keith-ellis-55b95b4
5.22.1 Keith Ellis’s working period at idc
5.22.2 Gantt plot of Keith Ellis’s experience
5.23 Kendra Rhodes
Job title: Client service representative, sales
Associated: True
Socials: https://linkedin.com/in/kendra-rhodes-4952658a | https://facebook.com/9124089 | https://linkedin.com/in/kendra-rhodes-9900465
5.23.1 Kendra Rhodes’s working period at idc
5.23.2 Gantt plot of Kendra Rhodes’s experience
5.24 Kevin Drost
Job title: Technician
Associated: True
Socials: https://linkedin.com/in/kevin-drost-b1b22636 | https://facebook.com/kevin.drost78
5.24.1 Kevin Drost’s working period at idc
5.24.2 Gantt plot of Kevin Drost’s experience
5.25 Lenka Ohemova
Job title: Human resources specialist
Associated: True
Socials: https://linkedin.com/in/lenka-beer-9a994b5
5.25.1 Lenka Ohemova’s working period at idc
5.25.2 Gantt plot of Lenka Ohemova’s experience
5.26 Leonardo Uribe
Job title: Purchaser
Associated: True
Socials: https://linkedin.com/in/leonardo-uribe-0262503a
5.26.1 Leonardo Uribe’s working period at idc
5.26.2 Gantt plot of Leonardo Uribe’s experience
5.27 Lie Chen
Job title: Market analyst
Associated: True
Socials: https://linkedin.com/in/lie-chen-44173525
5.27.1 Lie Chen’s working period at idc
5.27.2 Gantt plot of Lie Chen’s experience
5.28 Lizeka Zwane
Job title: Head: forestry and wood products sbu
Associated: True
Socials: https://linkedin.com/in/lizeka-zwane-4b568713
5.28.1 Lizeka Zwane’s working period at idc
5.28.2 Gantt plot of Lizeka Zwane’s experience
5.29 Lois Gonzalez
Job title: ****
Associated: True
Socials: https://twitter.com/loishbg | https://linkedin.com/in/lois-hassen-bey-gonzalez-9ab2b624
5.29.1 Lois Gonzalez’s working period at idc
5.29.2 Gantt plot of Lois Gonzalez’s experience
5.30 Manasi Yadav
Job title: Senior market analyst
Associated: True
Socials: https://linkedin.com/in/manasi-yadav-74232010 | https://angel.co/manasi-yadav | https://twitter.com/manasi_idc | https://facebook.com/manasi1510
5.30.1 Manasi Yadav’s working period at idc
5.30.2 Gantt plot of Manasi Yadav’s experience
5.31 Mariana Yamada
Job title: Assistente de recursos humanos
Associated: False
Socials: https://linkedin.com/in/mariana-yamada-6b00a525 | https://linkedin.com/in/mariana-yamada-6b0a525
5.31.1 Mariana Yamada’s working period at idc
5.31.2 Gantt plot of Mariana Yamada’s experience
5.32 Mathew Wisniewski
Job title: Director, emerging vendor products
Associated: True
Socials: https://facebook.com/mathew.wisniewski | https://linkedin.com/in/mathew-wisniewski-3a4a1916
5.32.1 Mathew Wisniewski’s working period at idc
5.32.2 Gantt plot of Mathew Wisniewski’s experience
5.33 Matthew Robel
Job title: Electrician
Associated: True
Socials: https://linkedin.com/in/matthew-robel-43717ab
5.33.1 Matthew Robel’s working period at idc
5.33.2 Gantt plot of Matthew Robel’s experience
5.34 Mirka Suchanova
Job title: Human resources business partner cema region: central and eastern europe, middle east and africa
Associated: True
Socials: https://linkedin.com/in/mirka-suchanova-a58a6246
5.34.1 Mirka Suchanova’s working period at idc
5.34.2 Gantt plot of Mirka Suchanova’s experience
5.35 Nawfal Khalid
Job title: Electrician
Associated: True
Socials: https://linkedin.com/in/nawfal-khalid-66435648
5.35.1 Nawfal Khalid’s working period at idc
5.35.2 Gantt plot of Nawfal Khalid’s experience
5.36 Nevin Cizmeciogullari
Job title: Country director, turkey
Associated: True
Socials: https://linkedin.com/in/ncizmeci | https://linkedin.com/in/nevin-cizmeciogullari-462653
5.36.1 Nevin Cizmeciogullari’s working period at idc
5.36.2 Gantt plot of Nevin Cizmeciogullari’s experience
5.37 Nigel Bowles
Job title: Associate vice president - technology buyer sales
Associated: True
Socials: https://linkedin.com/in/nigel-bowles-a6a02b2
5.37.1 Nigel Bowles’s working period at idc
5.37.2 Gantt plot of Nigel Bowles’s experience
5.38 Nishath Ali
Job title: Imam
Associated: True
Socials: https://linkedin.com/in/nishath-ali-89864b45
5.38.1 Nishath Ali’s working period at idc
5.38.2 Gantt plot of Nishath Ali’s experience
5.39 Ong Hai
Job title: ****
Associated: True
Socials: https://linkedin.com/in/juchin
5.39.1 Ong Hai’s working period at idc
5.39.2 Gantt plot of Ong Hai’s experience
5.40 Phil Fersht
Job title: Director, idc europe, us and asia
Associated: False
Socials: https://quora.com/phil-fersht | https://linkedin.com/in/pfersht | https://facebook.com/pfersht | https://twitter.com/philfershtblog
5.40.1 Phil Fersht’s working period at idc
5.40.2 Gantt plot of Phil Fersht’s experience
5.41 Qingxia Li
Job title: Market analyst assistant
Associated: True
Socials: https://linkedin.com/in/qingxia-francine-li-42615441
5.41.1 Qingxia Li’s working period at idc
5.41.2 Gantt plot of Qingxia Li’s experience
5.42 Rebecca Swensen
Job title: Analyst, mobility and ip communications services
Associated: False
Socials: https://linkedin.com/in/rebecca-swensen-9146762
5.42.1 Rebecca Swensen’s working period at idc
5.42.2 Gantt plot of Rebecca Swensen’s experience
5.43 Renu Singh
Job title: Market research analyst
Associated: True
Socials: https://linkedin.com/in/renu-singh-48a29417
5.43.1 Renu Singh’s working period at idc
5.43.2 Gantt plot of Renu Singh’s experience
5.44 Ricardo Max
Job title: Supervisor
Associated: True
Socials: https://linkedin.com/in/ricardo-max-b2326140
5.44.1 Ricardo Max’s working period at idc
5.44.2 Gantt plot of Ricardo Max’s experience
5.45 Ryan Akil
Job title: Senior marketing executive
Associated: True
Socials: https://linkedin.com/in/ryan-akil-31731961
5.45.1 Ryan Akil’s working period at idc
5.45.2 Gantt plot of Ryan Akil’s experience
5.46 Sabitha Majukumar
Job title: Senior research analyst, financial insights at idc
Associated: True
Socials: https://linkedin.com/in/sabitha-majukumar-78057116
5.46.1 Sabitha Majukumar’s working period at idc
5.46.2 Gantt plot of Sabitha Majukumar’s experience
5.47 Sara Idrees
Job title: Conference specialist
Associated: True
Socials: https://linkedin.com/in/sara-nur-68338915
5.47.1 Sara Idrees’s working period at idc
5.47.2 Gantt plot of Sara Idrees’s experience
5.48 Shahwar Shahwardata
Job title: Boos
Associated: True
Socials: https://linkedin.com/in/shahwar-shahwardata-35a6a142
5.48.1 Shahwar Shahwardata’s working period at idc
5.48.2 Gantt plot of Shahwar Shahwardata’s experience
5.49 Sisa Mbuli
Job title: Head:marketing
Associated: True
Socials: https://linkedin.com/in/sisa-mbuli-71718b7
5.49.1 Sisa Mbuli’s working period at idc
5.49.2 Gantt plot of Sisa Mbuli’s experience
5.50 Sonam Sangwan
Job title: Manager operations, iep
Associated: True
Socials: https://linkedin.com/in/sonam-sangwan-8901027
5.50.1 Sonam Sangwan’s working period at idc
5.50.2 Gantt plot of Sonam Sangwan’s experience
5.51 Stella Freitas
Job title: Consultora em rh
Associated: True
Socials: https://linkedin.com/in/stella-freitas-trad-3157b8 | https://linkedin.com/in/stella-freitas-3157b8 | https://facebook.com/stella.trad
5.51.1 Stella Freitas’s working period at idc
5.51.2 Gantt plot of Stella Freitas’s experience
5.52 Stuart Fenton
Job title: Partner advisory board member
Associated: True
Socials: https://linkedin.com/in/stuart-fenton-0030547 | https://twitter.com/stuart_fenton
5.52.1 Stuart Fenton’s working period at idc
5.52.2 Gantt plot of Stuart Fenton’s experience
5.53 Sunny Gao
Job title: Recruiting supervisor
Associated: True
Socials: https://linkedin.com/in/sunny-gao-b4606615
5.53.1 Sunny Gao’s working period at idc
5.53.2 Gantt plot of Sunny Gao’s experience
5.54 Susan Mutengula
Job title: Conference executive
Associated: True
Socials: https://linkedin.com/in/susan-mutengula-89191b19
5.54.1 Susan Mutengula’s working period at idc
5.54.2 Gantt plot of Susan Mutengula’s experience
5.55 Susan Mutengula
Job title: Conference executive
Associated: True
Socials: https://linkedin.com/in/susan-nyamayaro-89191b19
5.55.1 Susan Mutengula’s working period at idc
5.55.2 Gantt plot of Susan Mutengula’s experience
5.56 Susana Santos
Job title: Senior research analyst
Associated: True
Socials: https://linkedin.com/in/susana-santos-b795a326
5.56.1 Susana Santos’s working period at idc
5.56.2 Gantt plot of Susana Santos’s experience
5.57 Thomas Cazneau
Job title: Temporary mail clerk
Associated: True
Socials: https://linkedin.com/in/thomasdominiccazneau | https://twitter.com/mrthomascaz | https://linkedin.com/in/thomas-cazneau-9435a2b9
5.57.1 Thomas Cazneau’s working period at idc
5.57.2 Gantt plot of Thomas Cazneau’s experience
5.58 Tyler Guillot
Job title: Helper
Associated: True
Socials: https://linkedin.com/in/tyler-guillot-78700698 | https://linkedin.com/in/tyler-guillot-73b5646a
5.58.1 Tyler Guillot’s working period at idc
5.58.2 Gantt plot of Tyler Guillot’s experience
5.59 Viviana Sanz
Job title: Arquitecto jefa barrial programa ‘quiero mi barrio’
Associated: True
Socials: https://linkedin.com/in/viviana-sanz-ab78ab1a
5.59.1 Viviana Sanz’s working period at idc
5.59.2 Gantt plot of Viviana Sanz’s experience
5.60 Yancy Benoit
Job title: Pipe supervisor
Associated: True
Socials: https://linkedin.com/in/yancy-benoit-59b21142